{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据挖掘项目之51job爬虫项目  \n",
    "\n",
    "##### 基本功能：  \n",
    "\n",
    "①利用构建的参数模板输入关键词，并可选择“公司性质，学历要求，工作职能”等参数快速爬取数据。  \n",
    "\n",
    "②实现翻页爬取数据，方便快捷查看心仪岗位。  \n",
    "\n",
    "##### 文档大纲：  \n",
    "\n",
    "一、准备工作（调用，get请求）  \n",
    "\n",
    "二、数据爬取（抓取js页面数据初步解析，生成原始html数据后转码）  \n",
    "\n",
    "三、构建参数模板（模板涵盖“公司性质，学历要求，工作职能”等三参数和一关键词；针对上轮js页面数据进行字典化等一系列处理后集合生成模板。）  \n",
    "\n",
    "四、翻页（获取总页数->页面解析->生成df->excel）  \n",
    "\n",
    "五、详细页(xpath解析抓取数据后生成df再excel导出)  \n",
    "\n",
    "##### 涉及知识点：\n",
    "\n",
    "①动态加载页面与一般网站在抓取数据方式上的异同；  \n",
    "\n",
    "②xpath，split，字符串处理，list等基本的python代码处理能力；  \n",
    "\n",
    "③url的相关函数方法的使用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、准备工作："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 调用相关模块，为后续爬虫处理做准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import requests_html\n",
    "import urllib.parse\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 发起get请求访问51job的职位招聘首页，等待服务器响应"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "session = HTMLSession()\n",
    "r = session.get(url)\n",
    "r  #发起get请求服务器响应"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、数据爬取"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 页面链接的初步解析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 由于是动态加载页面，需要注意抓取script的js页面数据，再利用split进行初步的数据分割清洗，利用字符串串联成完整的html链接。\n",
    "#### 涉及知识点包括：字符串拼接，xpath抓取和split的字符串分割。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d_search_footer = \"https:\"+ r.html.xpath('//script') [-3].html.split(\"\\\"\")[3]\n",
    "d_search_footer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#调用requests函数发出get请求，返回响应参数200\n",
    "import requests\n",
    "resp = requests.get(d_search_footer)\n",
    "resp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成该js页面的原始html数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "原始html=resp.content\n",
    "原始html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 转码处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
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区\",\"080303\":\"江北区\",\"080304\":\"北仑区\",\"080305\":\"镇海区\",\"080306\":\"鄞州区\",\"080307\":\"慈溪市\",\"080308\":\"余姚市\",\"080309\":\"奉化区\",\"080310\":\"宁海县\",\"080311\":\"象山县\",\"080312\":\"高新区\",\"080400\":\"温州\",\"080401\":\"鹿城区\",\"080402\":\"龙湾区\",\"080403\":\"瓯海区\",\"080404\":\"洞头区\",\"080405\":\"瑞安市\",\"080406\":\"乐清市\",\"080407\":\"龙港市\",\"080408\":\"永嘉县\",\"080409\":\"平阳县\",\"080410\":\"苍南县\",\"080411\":\"文成县\",\"080412\":\"泰顺县\",\"080500\":\"绍兴\",\"080501\":\"越城区\",\"080502\":\"柯桥区\",\"080503\":\"上虞区\",\"080504\":\"新昌县\",\"080505\":\"嵊州市\",\"080506\":\"诸暨市\",\"080600\":\"金华\",\"080601\":\"婺城区\",\"080602\":\"金东区\",\"080603\":\"兰溪市\",\"080605\":\"东阳市\",\"080606\":\"永康市\",\"080607\":\"浦江县\",\"080608\":\"武义县\",\"080609\":\"磐安县\",\"080700\":\"嘉兴\",\"080701\":\"南湖区\",\"080702\":\"秀洲区\",\"080703\":\"嘉善县\",\"080704\":\"海盐县\",\"080706\":\"平湖市\",\"080707\":\"桐乡市\",\"080800\":\"台州\",\"080801\":\"椒江区\",\"080802\":\"黄岩区\",\"080803\":\"路桥区\",\"080804\":\"三门县\",\"080805\":\"天台县\",\"080806\":\"仙居县\",\"080807\":\"温岭市\",\"080808\":\"临海市\",\"080809\":\"玉环市\",\"080900\":\"湖州\",\"080901\":\"吴兴区\",\"080902\":\"南浔区\",\"080903\":\"德清县\",\"080904\":\"长兴县\",\"080905\":\"安吉县\",\"081000\":\"丽水\",\"081100\":\"舟山\",\"081200\":\"衢州\",\"081400\":\"义乌\",\"081600\":\"海宁\",\"090000\":\"四川省\",\"090200\":\"成都\",\"090201\":\"青羊区\",\"090202\":\"锦江区\",\"090203\":\"金牛区\",\"090204\":\"武侯区\",\"090205\":\"成华区\",\"090206\":\"龙泉驿区\",\"090207\":\"青白江区\",\"090208\":\"新都区\",\"090209\":\"温江区\",\"090210\":\"都江堰市\",\"090211\":\"彭州市\",\"090212\":\"邛崃市\",\"090213\":\"崇州市\",\"090214\":\"金堂县\",\"090215\":\"双流区\",\"090216\":\"郫都区\",\"090217\":\"大邑县\",\"090218\":\"蒲江县\",\"090219\":\"新津县\",\"090220\":\"高新区\",\"090221\":\"简阳市\",\"090222\":\"天府新区\",\"090300\":\"绵阳\",\"090301\":\"涪城区\",\"090302\":\"游仙区\",\"090303\":\"安州区\",\"090304\":\"江油市\",\"090305\":\"三台县\",\"090306\":\"梓潼县\",\"090307\":\"盐亭县\",\"090308\":\"平武县\",\"090309\":\"北川羌族自治县\",\"090400\":\"乐山\",\"090500\":\"泸州\",\"090600\":\"德阳\",\"090700\":\"宜宾\",\"090800\":\"自贡\",\"090900\":\"内江\",\"091000\":\"攀枝花\",\"091100\":\"南充\",\"091200\":\"眉山\",\"091300\":\"广安\",\"091400\":\"资阳\",\"091500\":\"遂宁\",\"091600\":\"广元\",\"091700\":\"达州\",\"091800\":\"雅安\",\"091900\":\"西昌\",\"092000\":\"巴中\",\"092100\":\"甘孜\",\"092200\":\"阿坝\",\"092300\":\"凉山\",1e5:\"海南省\",100200:\"海口\",100201:\"龙华区\",100202:\"秀英区\",100203:\"琼山区\",100204:\"美兰区\",100300:\"三亚\",100400:\"洋浦经济开发区\",100500:\"文昌\",100600:\"琼海\",100700:\"万宁\",100800:\"儋州\",100900:\"东方\",101e3:\"五指山\",101100:\"定安\",101200:\"屯昌\",101300:\"澄迈\",101400:\"临高\",101500:\"三沙\",101600:\"琼中\",101700:\"保亭\",101800:\"白沙\",101900:\"昌江\",102e3:\"乐东\",102100:\"陵水\",11e4:\"福建省\",110200:\"福州\",110201:\"鼓楼区\",110202:\"台江区\",110203:\"仓山区\",110204:\"马尾区\",110205:\"晋安区\",110206:\"闽侯县\",110207:\"连江县\",110208:\"罗源县\",110209:\"闽清县\",110210:\"永泰县\",110211:\"平潭县\",110212:\"福清市\",110213:\"长乐区\",110300:\"厦门\",110301:\"思明区\",110302:\"海沧区\",110303:\"湖里区\",110304:\"集美区\",110305:\"同安区\",110306:\"翔安区\",110400:\"泉州\",110401:\"鲤城区\",110402:\"丰泽区\",110403:\"洛江区\",110404:\"泉港区\",110405:\"惠安县\",110406:\"安溪县\",110407:\"永春县\",110408:\"德化县\",110409:\"金门县\",110410:\"石狮市\",110411:\"晋江市\",110412:\"南安市\",110500:\"漳州\",110600:\"莆田\",110700:\"三明\",110800:\"南平\",110900:\"宁德\",111e3:\"龙岩\",12e4:\"山东省\",120200:\"济南\",120201:\"历下区\",120202:\"市中区\",120203:\"槐荫区\",120204:\"天桥区\",120205:\"历城区\",120206:\"长清区\",120207:\"平阴县\",120208:\"济阳区\",120209:\"商河县\",120210:\"章丘区\",120211:\"高新区\",120212:\"莱芜区\",120213:\"钢城区\",120300:\"青岛\",120301:\"市南区\",120302:\"市北区\",120303:\"黄岛区\",120304:\"崂山区\",120305:\"城阳区\",120306:\"李沧区\",120307:\"胶州市\",120308:\"即墨区\",120309:\"平度市\",120310:\"莱西市\",120311:\"高新区\",120400:\"烟台\",120401:\"芝罘区\",120402:\"福山区\",120403:\"牟平区\",120404:\"莱山区\",120405:\"长岛县\",120406:\"龙口市\",120407:\"莱阳市\",120408:\"莱州市\",120409:\"蓬莱市\",120410:\"招远市\",120411:\"栖霞市\",120412:\"海阳市\",120413:\"高新区\",120414:\"开发区\",120500:\"潍坊\",120501:\"潍城区\",120502:\"寒亭区\",120503:\"坊子区\",120504:\"奎文区\",120505:\"临朐县\",120506:\"昌乐县\",120507:\"青州市\",120508:\"诸城市\",120509:\"寿光市\",120510:\"安丘市\",120511:\"高密市\",120512:\"昌邑市\",120513:\"高新技术开发区\",120514:\"滨海经济开发区\",120600:\"威海\",120700:\"淄博\",120800:\"临沂\",120801:\"兰山区\",120802:\"罗庄区\",120803:\"河东区\",120804:\"沂南县\",120805:\"郯城县\",120806:\"沂水县\",120807:\"兰陵县\",120808:\"费县\",120809:\"平邑县\",120810:\"莒南县\",120811:\"蒙阴县\",120812:\"临沭县\",120900:\"济宁\",121e3:\"东营\",121100:\"泰安\",121200:\"日照\",121300:\"德州\",121400:\"菏泽\",121500:\"滨州\",121600:\"枣庄\",121700:\"聊城\",13e4:\"江西省\",130200:\"南昌\",130201:\"东湖区\",130202:\"西湖区\",130203:\"青云谱区\",130205:\"青山湖区\",130206:\"南昌县\",130207:\"新建区\",130208:\"安义县\",130209:\"进贤县\",130210:\"红谷滩新区\",130300:\"九江\",130400:\"景德镇\",130500:\"萍乡\",130600:\"新余\",130700:\"鹰潭\",130800:\"赣州\",130801:\"章贡区\",130802:\"赣县区\",130803:\"南康区\",130804:\"信丰县\",130805:\"大余县\",130806:\"上犹县\",130807:\"崇义县\",130808:\"安远县\",130809:\"龙南县\",130810:\"定南县\",130811:\"全南县\",130812:\"宁都县\",130813:\"于都县\",130814:\"兴国县\",130815:\"会昌县\",130816:\"寻乌县\",130817:\"石城县\",130818:\"瑞金市\",130900:\"吉安\",131e3:\"宜春\",131100:\"抚州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r=n(44),o=Math.max,i=Math.min;e.exports=function(e,t){return(e=r(e))<0?o(e+t,0):i(e,t)}},function(e,t,n){var r=n(6).document;e.exports=r&&r.documentElement},function(e,t,n){var r=n(12),o=n(13),i=n(66)(\"IE_PROTO\"),a=Object.prototype;e.exports=Object.getPrototypeOf||function(e){return e=o(e),r(e,i)?e[i]:\"function\"==typeof e.constructor&&e instanceof e.constructor?e.constructor.prototype:e instanceof Object?a:null}},function(e,t,n){var r=n(1),o=n(20),i=n(2);e.exports=function(e,t){var n=(o.Object||{})[e]||Object[e],a={};a[e]=t(n),r(r.S+r.F*i((function(){n(1)})),\"Object\",a)}},,,,,,,,,function(e,t,n){var r=n(7),o=n(3),i=function(e,t){if(o(e),!r(t)&&null!==t)throw TypeError(t+\": can\\'t set as prototype!\")};e.exports={set:Object.setPrototypeOf||(\"__proto__\"in{}?function(e,t,r){try{(r=n(21)(Function.call,n(70).f(Object.prototype,\"__proto__\").set,2))(e,[]),t=!(e instanceof Array)}catch(e){t=!0}return function(e,n){return i(e,n),t?e.__proto__=n:r(e,n),e}}({},!1):void 0),check:i}},,,,,function(e,t){e.exports=\"\\\\t\\\\n\\\\v\\\\f\\\\r ????????????????\\u3000\\\\u2028\\\\u2029\\\\ufeff\"},,function(e,t,n){\"use strict\";var r=n(43),o=n(7),i=n(148),a=[].slice,c={},u=function(e,t,n){if(!(t in c)){for(var r=[],o=0;o<t;o++)r[o]=\"a[\"+o+\"]\";c[t]=Function(\"F,a\",\"return new F(\"+r.join(\",\")+\")\")}return c[t](e,n)};e.exports=Function.bind||function(e){var t=r(this),n=a.call(arguments,1),c=function(){var r=n.concat(a.call(arguments));return this instanceof c?u(t,r.length,r):i(t,r,e)};return o(t.prototype)&&(c.prototype=t.prototype),c}},function(e,t){e.exports=function(e,t,n){var r=void 0===n;switch(t.length){case 0:return r?e():e.call(n);case 1:return r?e(t[0]):e.call(n,t[0]);case 2:return r?e(t[0],t[1]):e.call(n,t[0],t[1]);case 3:return r?e(t[0],t[1],t[2]):e.call(n,t[0],t[1],t[2]);case 4:return r?e(t[0],t[1],t[2],t[3]):e.call(n,t[0],t[1],t[2],t[3])}return e.apply(n,t)}}]]);'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#将Json文件转化为python形式的Unicode字符串，利用decode进行转码，同时设置参数“ignore”忽略字符串中的非法字符，避免报错。\n",
    "转码后的数据 = resp.content.decode(\"gbk\",\"ignore\")\n",
    "转码后的数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、构建参数模板"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## （一）获取公司性质的参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"04\",v:\"国企\"},{k:\"01\",v:\"外资（欧美）\"},{k:\"02\",v:\"外资（非欧美）\"},{k:\"10\",v:\"上市公司\"},{k:\"03\",v:\"合资\"},{k:\"05\",v:\"民营公司\"},{k:\"06\",v:\"外企代表处\"},{k:\"07\",v:\"政府机关\"},{k:\"08\",v:\"事业单位\"},{k:\"09\",v:\"非营利组织\"},{k:\"11\",v:\"创业公司\"}]'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质 = 转码后的数据.split(\"search_cottype=\")[1].split(\",window.d_search_workyear\")[0]\n",
    "公司性质"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "公司性质对应数值 = ['99','04','01','02','10','03','05','06','07','08','09','11']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "公司性质_str = [\"所有类型企业总数\",\"国企\",\"外资（欧美）\",\"外资（非欧美）\",\"上市公司\",\"合资\",\"民营公司\",\"外企代表处\",\"政府机关\",\"事业单位\",\"非营利组织\",\"创业公司\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有类型企业总数': '99',\n",
       " '国企': '04',\n",
       " '外资（欧美）': '01',\n",
       " '外资（非欧美）': '02',\n",
       " '上市公司': '10',\n",
       " '合资': '03',\n",
       " '民营公司': '05',\n",
       " '外企代表处': '06',\n",
       " '政府机关': '07',\n",
       " '事业单位': '08',\n",
       " '非营利组织': '09',\n",
       " '创业公司': '11'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司性质_参数构建 = {公司性质_str[i]:公司性质对应数值[i] for i in range(len(公司性质对应数值))}\n",
    "公司性质_参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## （二）获取学历要求的参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求 = 转码后的数据.split(',window.d_search_degreefrom=[')[1].split('],window.d_search_jobterm=')[0]\n",
    "学历要求"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "学历要求对应数值 = ['99','01','02','03','04','05','06','07']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "学历要求_str = ['所有学历要求数据总数','初中及以下','高中/中技/中专','大专','本科','硕士','博士','无学历要求']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有学历要求数据总数': '99',\n",
       " '初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历要求_参数构建 = {学历要求_str[i]:学历要求对应数值[i] for i in range(len(学历要求对应数值))}\n",
    "学历要求_参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## （三）获取工作职能的参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能 = resp.content.decode('gbk').split(',function(e,t){window.ft=')[1].split('},function(e,t){window.aFTN=')[0]\n",
    "工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "工作职能_dict=eval(工作职能)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': 6508,\n",
       " '移动开发': 7700,\n",
       " 'Android开发工程师': 7701,\n",
       " 'iOS开发工程师': 7702,\n",
       " '小程序开发工程师': 7705,\n",
       " '移动开发工程师': 7703,\n",
       " '前端开发': 7200,\n",
       " 'Web前端开发': 7201,\n",
       " 'HTML5开发工程师': 7202,\n",
       " '人工智能': 7300,\n",
       " '机器学习工程师': 7301,\n",
       " '深度学习工程师': 7302,\n",
       " '图像算法工程师': 7303,\n",
       " '图像处理工程师': 7304,\n",
       " '图像识别工程师': 7305,\n",
       " '语音识别工程师': 7306,\n",
       " '机器视觉工程师': 7307,\n",
       " '自然语言处理(NLP)': 7308,\n",
       " '算法工程师': 7309,\n",
       " '推荐算法工程师': 7310,\n",
       " '搜索算法工程师': 7311,\n",
       " '游戏': 7800,\n",
       " '游戏策划师': 7801,\n",
       " '游戏系统策划': 7802,\n",
       " '游戏数值策划': 7803,\n",
       " '游戏关卡策划': 7804,\n",
       " '游戏文案策划/剧情策划': 7805,\n",
       " '游戏界面设计师': 7806,\n",
       " '游戏角色设计师': 7820,\n",
       " '游戏特效设计师': 7817,\n",
       " 'UE4特效师': 7822,\n",
       " '游戏动作设计师': 7818,\n",
       " '游戏场景设计师': 7819,\n",
       " '游戏原画师': 7807,\n",
       " '游戏动画师': 7808,\n",
       " '游戏开发工程师': 7809,\n",
       " 'Cocos2d-x开发工程师': 7810,\n",
       " 'Unity3d开发工程师': 7811,\n",
       " 'UE4开发工程师': 7823,\n",
       " '游戏客户端开发工程师': 7812,\n",
       " '游戏服务端开发工程师': 7813,\n",
       " '游戏测试': 7821,\n",
       " '游戏运营': 7814,\n",
       " '电子竞技运营': 7815,\n",
       " '视觉/交互设计': 7400,\n",
       " '平面设计总监': 7420,\n",
       " '平面设计经理/主管': 7421,\n",
       " '平面设计师': 7413,\n",
       " '美工/电商设计师': 7419,\n",
       " 'UI设计师': 7412,\n",
       " '视觉设计师': 7403,\n",
       " '网页设计师': 7401,\n",
       " '用户体验（UE/UX）设计师': 7404,\n",
       " '交互设计师': 7402,\n",
       " '动画/3D设计': 7422,\n",
       " '特效设计师': 7407,\n",
       " '原画师': 7418,\n",
       " '绘画': 7417,\n",
       " '多媒体设计': 7416,\n",
       " 'Flash设计师': 7406,\n",
       " '音效设计师': 7408,\n",
       " '计算机辅助设计工程师': 7409,\n",
       " '仿真应用工程师': 7410,\n",
       " '网站架构设计师': 7405,\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': 2700,\n",
       " '软件测试工程师': 2707,\n",
       " '功能测试': 2718,\n",
       " '性能测试': 2719,\n",
       " '安全测试': 2724,\n",
       " '自动化测试': 2720,\n",
       " '移动端测试': 2721,\n",
       " '测试开发': 2722,\n",
       " '测试总监': 2726,\n",
       " '测试经理': 2705,\n",
       " '测试主管': 2723,\n",
       " '系统测试': 2706,\n",
       " '标准化工程师': 2704,\n",
       " '测试工程师': 2725,\n",
       " '运维/技术支持': 7900,\n",
       " '运维工程师': 7901,\n",
       " '自动化运维工程师': 7920,\n",
       " '系统工程师': 7902,\n",
       " '数据库工程师(DBA)': 7903,\n",
       " '系统集成工程师': 7904,\n",
       " 'ERP实施顾问': 7905,\n",
       " '网络安全工程师': 7906,\n",
       " '运维开发': 7915,\n",
       " '网站维护工程师': 7907,\n",
       " '技术支持/维护经理': 7908,\n",
       " '技术支持/维护工程师': 7909,\n",
       " '配置管理工程师': 7910,\n",
       " 'IT经理/IT主管': 7912,\n",
       " '网络工程师(IT工程师)': 7913,\n",
       " '网络管理(Helpdesk)': 7914,\n",
       " '网络维修': 7916,\n",
       " '手机维修': 7917,\n",
       " '电脑维修': 7918,\n",
       " '数据': 7500,\n",
       " '数据分析经理/主管': 7502,\n",
       " '数据分析师': 7501,\n",
       " 'ETL开发工程师': 7503,\n",
       " 'BI工程师': 7504,\n",
       " '数据仓库工程师': 7505,\n",
       " '数据采集工程师': 7506,\n",
       " '数据建模工程师': 7507,\n",
       " '数据治理工程师': 7508,\n",
       " '产品': 6600,\n",
       " '产品总监': 6604,\n",
       " '产品经理/主管': 6602,\n",
       " '互联网产品经理': 6605,\n",
       " '移动产品经理': 6606,\n",
       " '用户产品经理': 6607,\n",
       " '电商产品经理': 6608,\n",
       " '产品专员': 6601,\n",
       " '产品助理': 6603,\n",
       " '需求工程师': 6609,\n",
       " '运营': 8000.0,\n",
       " '运营总监': 8050,\n",
       " '运营经理': 8049,\n",
       " '运营主管': 8048,\n",
       " '运营专员': 8047,\n",
       " '运营助理': 8053,\n",
       " '网站运营总监': 8030,\n",
       " '网站运营经理/主管': 8003,\n",
       " '网站运营专员': 8016,\n",
       " '网络推广总监': 8032,\n",
       " '网络推广经理/主管': 8033,\n",
       " '网络推广专员': 8034,\n",
       " 'SEO/SEM': 8024,\n",
       " '信息流优化师': 8046,\n",
       " '新媒体运营': 8010,\n",
       " '直播运营': 8059,\n",
       " '微信运营': 8055,\n",
       " '微博运营': 8054,\n",
       " '用户运营': 8041,\n",
       " '社区/社群运营': 8058,\n",
       " '活动运营': 8042,\n",
       " '内容运营': 8043,\n",
       " '品类运营': 8051,\n",
       " '数据运营': 8044,\n",
       " '线下运营': 8045,\n",
       " '产品运营': 8057,\n",
       " '网站编辑': 8007,\n",
       " '内容审核': 8052,\n",
       " '网站策划': 8006,\n",
       " '电子商务': 6100,\n",
       " '电商总监': 6111,\n",
       " '电商经理/电商主管': 6110,\n",
       " '电商专员': 6109,\n",
       " '电商运营': 6102,\n",
       " '跨境电商运营': 6112,\n",
       " '网店店长': 6101,\n",
       " '网店店铺管理员': 6103,\n",
       " '网店客服': 6104,\n",
       " '店铺推广': 6105,\n",
       " '网店模特': 6107,\n",
       " '技术管理': 2600,\n",
       " '首席技术执行官CTO': 2611,\n",
       " '首席信息官CIO': 2612,\n",
       " '技术总监/经理': 2602,\n",
       " '项目总监': 3513,\n",
       " '项目经理': 2606,\n",
       " '项目主管': 2607,\n",
       " '项目执行/协调人员': 2608,\n",
       " '项目助理': 2610,\n",
       " '半导体/芯片': 6700,\n",
       " '集成电路IC设计/应用工程师': 6701,\n",
       " '芯片架构工程师': 6727,\n",
       " 'FPGA开发工程师': 6728,\n",
       " 'MEMS工程师': 6729,\n",
       " '射频芯片设计': 6730,\n",
       " '模拟芯片工程师': 6731,\n",
       " '版图设计工程师': 6722,\n",
       " '模拟版图工程师': 6732,\n",
       " '数字前端工程师': 6733,\n",
       " 'IC验证工程师': 6702,\n",
       " 'FPGA原型验证工程师': 6734,\n",
       " 'EDA工程师': 6735,\n",
       " '可测性设计工程师(DFT)': 6736,\n",
       " '数字后端工程师': 6737,\n",
       " '芯片测试工程师': 6738,\n",
       " 'FAE 现场应用工程师': 6712,\n",
       " '半导体工艺工程师': 6723,\n",
       " '工艺整合工程师(PIE)': 6740,\n",
       " '半导体设备工程师': 6739,\n",
       " '失效分析工程师(FA)': 6741,\n",
       " '封装工程师': 6760,\n",
       " '封装研发工程师': 6744,\n",
       " '半导体测试工程师': 6750,\n",
       " '芯片销售工程师': 6746,\n",
       " '半导体器件工程师': 6761,\n",
       " '半导体文档工程师': 6747,\n",
       " '半导体产品经理/产品工程师': 6748,\n",
       " '半导体技术': 6707,\n",
       " '电子/电器/仪器仪表': 2900,\n",
       " '电子工程师/技术员': 2903,\n",
       " 'PCB工程师': 2964,\n",
       " '电子技术研发工程师': 2917,\n",
       " '电子软件开发(ARM/MCU...)': 2909,\n",
       " '电子元器件工程师': 2962,\n",
       " '电子工艺工程师': 2951,\n",
       " 'SMT工程师': 2965,\n",
       " '电子设备工程师': 2959,\n",
       " '电子/电器维修工程师/技师': 2920,\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': 2910,\n",
       " '嵌入式硬件开发(主板机…)': 2919,\n",
       " '硬件工程师': 2955,\n",
       " '高级硬件工程师': 2956,\n",
       " '硬件测试工程师': 2957,\n",
       " '电气工程师/技术员': 2904,\n",
       " 'PLC工程师': 2966,\n",
       " '电路工程师/技术员(模拟/数字)': 2905,\n",
       " '电声/音响工程师/技术员': 2906,\n",
       " '电池/电源开发': 2911,\n",
       " '仪器/仪表/计量分析师': 2914,\n",
       " '计量工程师': 2958,\n",
       " '激光/光电子技术': 2918,\n",
       " '变压器与磁电工程师': 2921,\n",
       " '家用电器/数码产品研发': 2913,\n",
       " '自动控制工程师/技术员': 2908,\n",
       " '机器人调试工程师': 2963,\n",
       " '安防系统工程师': 2925,\n",
       " '电子销售工程师': 2952,\n",
       " '电子文档工程师': 2953,\n",
       " '电子产品经理/产品工程师': 2954,\n",
       " '通信技术开发及应用': 2800,\n",
       " '通信技术工程师': 2801,\n",
       " '无线通信工程师': 2803,\n",
       " '有线传输工程师': 2802,\n",
       " '射频工程师': 2815,\n",
       " '数据通信工程师': 2805,\n",
       " '通信网络工程师': 2807,\n",
       " '核心网工程师': 2819,\n",
       " '基站工程师': 2818,\n",
       " '通信设备工程师': 2820,\n",
       " '通信电源工程师': 2808,\n",
       " '电信交换工程师': 2804,\n",
       " '光通信工程师': 2814,\n",
       " '通信测试工程师': 2816,\n",
       " '通信销售工程师': 2817,\n",
       " '通信文档工程师': 2812,\n",
       " '通信产品经理/产品工程师': 2813,\n",
       " '通信项目管理': 2821,\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': 3000.0,\n",
       " '大客户销售': 3009,\n",
       " '销售代表': 3001,\n",
       " '区域销售代表': 3014,\n",
       " '渠道/分销专员': 3002,\n",
       " '客户代表': 3003,\n",
       " '销售工程师': 3004,\n",
       " '电话销售': 3005,\n",
       " '地推专员': 3017,\n",
       " '门店销售': 3016,\n",
       " '海外销售': 3015,\n",
       " '网络销售/在线销售': 3010,\n",
       " '直播销售': 3013,\n",
       " '团购业务员': 3008,\n",
       " '经销商': 3006,\n",
       " '会籍顾问': 3011,\n",
       " '销售助理': 3012,\n",
       " '销售行政及商务': 3100,\n",
       " '销售行政经理/主管': 3101,\n",
       " '销售行政专员': 3102,\n",
       " '业务分析经理/主管': 3108,\n",
       " '业务分析专员/助理': 3109,\n",
       " '商务经理': 3103,\n",
       " '商务主管/专员': 3104,\n",
       " '商务助理': 3105,\n",
       " '销售行政助理': 3106,\n",
       " '客服及支持': 3200,\n",
       " '客服总监': 3201,\n",
       " '客服经理': 3202,\n",
       " '客服主管': 3203,\n",
       " '客服专员/助理': 3204,\n",
       " '客户关系经理/主管': 3210,\n",
       " '售前/售后技术支持经理': 3205,\n",
       " '售前/售后技术支持主管': 3206,\n",
       " '售前/售后技术支持工程师': 3207,\n",
       " '咨询热线/呼叫中心服务人员': 3208,\n",
       " '网络/在线客服': 3213,\n",
       " '投诉专员': 3211,\n",
       " 'VIP专员': 3212,\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': 3300,\n",
       " '证券/期货/外汇经纪人': 3301,\n",
       " '证券分析师': 3302,\n",
       " '期货分析师': 3319,\n",
       " '量化研究': 3316,\n",
       " '证券交易员': 3320,\n",
       " '股票/期货操盘手': 3303,\n",
       " '金融/经济研究员': 3304,\n",
       " '金融产品经理': 3312,\n",
       " '金融产品销售': 3315,\n",
       " '机构业务销售': 3317,\n",
       " '投资总监': 3322,\n",
       " '投资经理': 3323,\n",
       " '基金经理': 3341,\n",
       " '投资顾问': 3325,\n",
       " '理财顾问': 3326,\n",
       " '投资银行业务': 3307,\n",
       " '投资银行财务分析': 3313,\n",
       " '融资经理/融资主管': 3308,\n",
       " '融资专员': 3309,\n",
       " '营业部总经理/副总经理': 3318,\n",
       " '风险管理/控制': 3314,\n",
       " '资产管理': 3324,\n",
       " '拍卖/担保/典当业务': 3310,\n",
       " '银行': 2200,\n",
       " '行长/副行长': 2207,\n",
       " '银行客户总监': 2231,\n",
       " '个人业务部门经理/主管': 2223,\n",
       " '个人业务客户经理': 2224,\n",
       " '公司业务部门经理/主管': 2225,\n",
       " '公司业务客户经理': 2226,\n",
       " '综合业务经理/主管': 2227,\n",
       " '综合业务专员': 2228,\n",
       " '理财经理': 2233,\n",
       " '资产评估/分析': 2208,\n",
       " '风险控制': 2209,\n",
       " '信贷管理': 2215,\n",
       " '催收': 3340,\n",
       " '信审核查': 2229,\n",
       " '进出口/信用证结算': 2210,\n",
       " '外汇交易': 2212,\n",
       " '清算人员': 2211,\n",
       " '高级客户经理/客户经理': 2213,\n",
       " '客户主管/专员': 2214,\n",
       " '营业部大堂经理': 2230,\n",
       " '信用卡销售': 2222,\n",
       " '呼叫中心客服': 2232,\n",
       " '银行柜员': 2216,\n",
       " '小微信贷专员': 2234,\n",
       " '保险': 3400,\n",
       " '保险精算师': 3401,\n",
       " '保险产品开发/项目策划': 3402,\n",
       " '保险业务经理/主管': 3403,\n",
       " '保险经纪人/保险代理': 3404,\n",
       " '保险电销': 3414,\n",
       " '保险核保': 3407,\n",
       " '保险理赔': 3408,\n",
       " '保险客户服务/续期管理': 3409,\n",
       " '保险培训师': 3410,\n",
       " '保险内勤': 3411,\n",
       " '契约管理': 3413,\n",
       " '理财顾问/财务规划师': 3405,\n",
       " '储备经理人': 3406,\n",
       " '保险业务推动/督导': 3415,\n",
       " '生产/营运': 3500,\n",
       " '工厂经理/厂长': 3501,\n",
       " '总工程师/副总工程师': 3502,\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': 3504,\n",
       " '营运经理': 3505,\n",
       " '营运主管': 3506,\n",
       " '生产总监': 3514,\n",
       " '生产经理/车间主任': 3507,\n",
       " '生产主管': 3509,\n",
       " '生产领班/组长': 3515,\n",
       " '生产计划/物料管理(PMC)': 3508,\n",
       " '生产文员': 3512,\n",
       " '生产跟单': 3518,\n",
       " '设备主管': 3516,\n",
       " '化验员': 3510,\n",
       " '厂务': 3517,\n",
       " '质量安全': 3600,\n",
       " '质量管理/测试经理(QA/QC经理)': 3601,\n",
       " '质量管理/测试主管(QA/QC主管)': 3602,\n",
       " '质量管理/测试工程师(QA/QC工程师)': 3603,\n",
       " '可靠度工程师': 3605,\n",
       " '故障分析工程师': 3606,\n",
       " '认证工程师': 3607,\n",
       " '体系工程师': 3608,\n",
       " '质检员/测试员(QC)': 3604,\n",
       " '审核员': 3615,\n",
       " '环境/健康/安全经理/主管（EHS）': 3609,\n",
       " '环境/健康/安全工程师（EHS）': 3610,\n",
       " '安全员': 2129,\n",
       " '供应商管理': 3611,\n",
       " '采购材料、设备质量管理': 3612,\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': 7100,\n",
       " '汽车项目管理': 7101,\n",
       " '汽车设计工程师': 7102,\n",
       " '车身/造型设计': 7103,\n",
       " '汽车结构工程师': 7104,\n",
       " '内外饰工程师': 7105,\n",
       " '汽车电子工程师': 7106,\n",
       " '电气/电器工程师': 7107,\n",
       " '附件系统工程师': 7108,\n",
       " '动力总成工程师': 7109,\n",
       " '发动机工程师': 7110,\n",
       " '底盘工程师': 7111,\n",
       " '汽车安全性能工程师': 7112,\n",
       " '汽车试验工程师': 7113,\n",
       " '新能源电池工程师': 7114,\n",
       " '新能源电控工程师': 7115,\n",
       " '新能源电机工程师': 7116,\n",
       " '汽车标定工程师': 7117,\n",
       " '发动机匹配工程师': 7118,\n",
       " '车联网工程师': 7119,\n",
       " '智能驾驶工程师': 7120,\n",
       " '研发总监/部长/专家': 7121,\n",
       " '汽车制造': 5400,\n",
       " '汽车质量工程师': 5404,\n",
       " '供应商质量工程师': 5421,\n",
       " '前期质量工程师': 5422,\n",
       " '过程质量工程师': 5423,\n",
       " '客户质量工程师': 5424,\n",
       " '汽车装配工艺工程师': 5406,\n",
       " '总装工程师': 5425,\n",
       " '焊接工艺工程师': 5426,\n",
       " '冲压工艺工程师': 5427,\n",
       " '涂装工艺工程师': 5428,\n",
       " '汽车销售与服务': 5900,\n",
       " '汽车销售/经纪人': 5903,\n",
       " '售后服务/客户服务': 5902,\n",
       " '汽车金融销售': 5916,\n",
       " '汽车金融经理': 5918,\n",
       " '汽车金融专员': 5917,\n",
       " '车险定损/理赔': 5915,\n",
       " '汽车修理工': 5907,\n",
       " '汽车检验/检测': 5905,\n",
       " '汽车装饰美容': 5906,\n",
       " '汽车钣金': 5913,\n",
       " '汽车喷漆': 5914,\n",
       " '汽车电工': 5912,\n",
       " '洗车工': 5908,\n",
       " '4S店经理/维修站经理': 5901,\n",
       " '二手车评估师': 5904,\n",
       " '加油站工作员': 5910,\n",
       " '技工普工': 3700,\n",
       " '普工/操作工': 3710,\n",
       " '技工': 3701,\n",
       " '叉车司机/铲车司机': 3707,\n",
       " '吊车司机': 3728,\n",
       " '挖掘机司机': 3729,\n",
       " '组装工': 3715,\n",
       " '包装工': 3716,\n",
       " '焊工': 3703,\n",
       " '氩弧焊工': 3717,\n",
       " '电工': 3706,\n",
       " '电力线路工': 3718,\n",
       " '旋压工': 3719,\n",
       " '仪表工': 3720,\n",
       " '电镀工': 3721,\n",
       " '喷塑工': 3722,\n",
       " '水工': 3709,\n",
       " '木工': 2139,\n",
       " '漆工': 3724,\n",
       " '空调工': 3708,\n",
       " '电梯工': 2141,\n",
       " '锅炉工': 3726,\n",
       " '3D打印操作员': 3730,\n",
       " '学徒工': 3727,\n",
       " '服装/纺织/皮革': 3800,\n",
       " '服装/纺织设计总监': 3812,\n",
       " '服装/纺织设计': 3801,\n",
       " '服装/纺织/皮革工艺师': 3813,\n",
       " '面料辅料开发': 3802,\n",
       " '面料辅料采购': 3803,\n",
       " '服装/纺织/皮革跟单': 3804,\n",
       " '服装领班': 3814,\n",
       " '服装纺织质检员(QA/QC)': 3805,\n",
       " '板房/楦头/底格出格师': 3806,\n",
       " '电脑放码员': 3811,\n",
       " '纸样师/车板工': 3808,\n",
       " '裁床': 3809,\n",
       " '打样/制版': 3807,\n",
       " '裁剪工': 3815,\n",
       " '缝纫工': 3816,\n",
       " '手缝工': 3817,\n",
       " '烫工': 3818,\n",
       " '样衣工': 3819,\n",
       " '纺织工': 3820,\n",
       " '针织工': 3821,\n",
       " '配色工': 3822,\n",
       " '印染工': 3823,\n",
       " '漂染工': 3824,\n",
       " '挡车工': 3825,\n",
       " '整经工': 3826,\n",
       " '细纱工': 3827,\n",
       " '浆纱工': 3828,\n",
       " '采购': 3900,\n",
       " '采购总监': 3901,\n",
       " '采购经理': 3902,\n",
       " '采购主管': 3903,\n",
       " '采购员': 3904,\n",
       " '采购助理': 3905,\n",
       " '买手': 3908,\n",
       " '供应商开发': 3909,\n",
       " '贸易': 4000.0,\n",
       " '贸易/外贸经理/主管': 4001,\n",
       " '贸易/外贸专员/助理': 4002,\n",
       " '外贸销售': 4009,\n",
       " '国内贸易人员': 4003,\n",
       " '业务跟单经理': 4004,\n",
       " '高级业务跟单': 4005,\n",
       " '业务跟单': 4006,\n",
       " '助理业务跟单': 4007,\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': 4100,\n",
       " '生物工程/生物制药': 4101,\n",
       " '化学分析测试员': 4116,\n",
       " '医药技术研发管理人员': 4103,\n",
       " '医药技术研发人员': 4104,\n",
       " '医药学术推广': 4126,\n",
       " '临床研究员': 4105,\n",
       " '临床协调员': 4106,\n",
       " '临床监查员': 4127,\n",
       " '临床数据分析员': 4123,\n",
       " '药品注册': 4107,\n",
       " '药品生产/质量管理': 4108,\n",
       " '药品市场推广经理': 4109,\n",
       " '药品市场推广主管/专员': 4110,\n",
       " '医药招商': 4120,\n",
       " '政府事务管理': 4121,\n",
       " '招投标管理': 4122,\n",
       " '医药销售经理/主管': 4111,\n",
       " '医药代表': 4112,\n",
       " '医药销售人员': 4102,\n",
       " '医疗器械注册': 4117,\n",
       " '医疗器械研发': 4124,\n",
       " '医疗器械生产/质量管理': 4118,\n",
       " '医疗器械市场推广': 4113,\n",
       " '医疗器械销售经理/主管': 4125,\n",
       " '医疗器械销售代表': 4114,\n",
       " '医疗器械维修人员': 4119,\n",
       " '化工': 5500,\n",
       " '化工技术应用/化工工程师': 5501,\n",
       " '化工实验室研究员/技术员': 5502,\n",
       " '涂料研发工程师': 5503,\n",
       " '配色技术员': 5504,\n",
       " '塑料工程师': 5505,\n",
       " '化妆品研发': 5506,\n",
       " '食品/饮料研发': 5507,\n",
       " '造纸研发': 5509,\n",
       " '医院/医疗/护理': 1300,\n",
       " '医院管理人员': 1302,\n",
       " '综合门诊/全科医生': 1328,\n",
       " '内科医生': 1301,\n",
       " '外科医生': 1317,\n",
       " '专科医生': 1318,\n",
       " '牙科医生': 1319,\n",
       " '妇产科医生': 1337,\n",
       " '眼科医生': 1339,\n",
       " '美容整形师': 1320,\n",
       " '医美咨询': 1329,\n",
       " '麻醉医生': 1308,\n",
       " '超声影像/放射科医师': 1327,\n",
       " '理疗师': 1321,\n",
       " '中医科医生': 1322,\n",
       " '针灸/推拿': 1313,\n",
       " '儿科医生': 1325,\n",
       " '心理医生': 1309,\n",
       " '心理咨询师': 1335,\n",
       " '营养师': 1314,\n",
       " '健康管理师': 1330,\n",
       " '药库主任/药剂师': 1304,\n",
       " '医学检验': 1310,\n",
       " '核酸检测员': 1331,\n",
       " '公共卫生/疾病控制': 1323,\n",
       " '消毒员': 1333,\n",
       " '防疫员': 1332,\n",
       " '护理主任/护士长': 1324,\n",
       " '护士/护理人员': 1305,\n",
       " '导医': 1336,\n",
       " '兽医': 1315,\n",
       " '验光师': 1326,\n",
       " '广告': 4200,\n",
       " '广告客户总监/副总监': 4201,\n",
       " '广告客户经理': 4202,\n",
       " '广告客户主管/专员': 4203,\n",
       " '广告创意总监': 4205,\n",
       " '广告创意/设计经理': 4204,\n",
       " '广告创意/设计主管/专员': 4206,\n",
       " '广告制作执行': 4212,\n",
       " '广告销售': 4213,\n",
       " '美术指导': 4211,\n",
       " '文案/策划': 4207,\n",
       " '企业/业务发展经理': 4208,\n",
       " '企业策划人员': 4209,\n",
       " '公关/媒介': 4300,\n",
       " '公关总监': 4315,\n",
       " '公关经理': 4301,\n",
       " '公关主管': 4302,\n",
       " '公关专员': 4303,\n",
       " '会务/会展经理': 4304,\n",
       " '会务/会展主管': 4305,\n",
       " '会务/会展专员': 4306,\n",
       " '媒介经理': 4307,\n",
       " '媒介主管': 4308,\n",
       " '媒介专员': 4309,\n",
       " '公关/媒介助理': 4310,\n",
       " '媒介销售': 4312,\n",
       " '活动策划': 4313,\n",
       " '活动执行': 4314,\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': 4400,\n",
       " '影视策划/制作人员': 4401,\n",
       " '导演/编导': 4402,\n",
       " '编剧': 4417,\n",
       " '制片人': 4418,\n",
       " '艺术/设计总监': 4403,\n",
       " '艺术指导/舞台美术设计': 4414,\n",
       " '经纪人/星探': 4404,\n",
       " '主播/主持人': 4405,\n",
       " '摄影师/摄像师': 4406,\n",
       " '后期制作': 4411,\n",
       " '视频剪辑': 4416,\n",
       " '音效师': 4407,\n",
       " '配音员': 4408,\n",
       " '灯光师': 4415,\n",
       " '放映经理/主管': 4412,\n",
       " '放映员': 4413,\n",
       " '编辑出版': 4500,\n",
       " '总编/副总编': 4501,\n",
       " '编辑': 4502,\n",
       " '作家/撰稿人': 4517,\n",
       " '记者': 4503,\n",
       " '电话采编': 4516,\n",
       " '美术编辑': 4504,\n",
       " '排版设计': 4505,\n",
       " '出版/发行': 4507,\n",
       " '建筑规划与设计': 6900,\n",
       " '室内设计总监': 6919,\n",
       " '室内设计经理/主管': 6918,\n",
       " '室内设计': 6901,\n",
       " '室内设计师助理': 6917,\n",
       " '软装设计': 6902,\n",
       " '精装设计': 6903,\n",
       " '家装顾问': 6920,\n",
       " '建筑设计师': 6905,\n",
       " '钢结构设计': 6906,\n",
       " '幕墙设计': 6907,\n",
       " '建筑结构设计': 6908,\n",
       " '建筑制图/模型/渲染': 6909,\n",
       " '暖通设计': 6911,\n",
       " '给排水设计': 6912,\n",
       " '建筑机电设计': 6910,\n",
       " '园艺/园林/景观设计': 6914,\n",
       " '城市规划设计': 6913,\n",
       " '规划与设计': 6904,\n",
       " 'BIM工程师': 6916,\n",
       " '建筑工程与装潢': 2100,\n",
       " '建筑工程师': 2101,\n",
       " '高级建筑工程师/总工': 2123,\n",
       " '给排水/暖通工程': 2104,\n",
       " '幕墙工程师': 2122,\n",
       " '建筑机电工程师': 2103,\n",
       " '楼宇自动化': 2125,\n",
       " '智能大厦/综合布线/安防/弱电': 2126,\n",
       " '精装修工程师': 2146,\n",
       " '房修工程师': 2147,\n",
       " '结构/土木/土建工程师': 2102,\n",
       " '公路/桥梁/港口/隧道工程': 2118,\n",
       " '岩土工程': 2119,\n",
       " '测绘/测量': 2120,\n",
       " '开发报建': 2127,\n",
       " '工程造价师/预结算经理': 2105,\n",
       " '预结算员': 2124,\n",
       " '建筑工程管理/项目经理': 2106,\n",
       " '建筑项目助理': 2133,\n",
       " '建筑工程验收': 2121,\n",
       " '工程监理': 2107,\n",
       " '市政工程师': 2132,\n",
       " '合同管理': 2128,\n",
       " '资料员': 2130,\n",
       " '建筑安装施工员': 2111,\n",
       " '砌筑工': 2134,\n",
       " '瓦工': 2135,\n",
       " '混凝土工': 2136,\n",
       " '浇注工': 2137,\n",
       " '钢筋工': 2138,\n",
       " '油漆工': 2140,\n",
       " '抹灰工': 2142,\n",
       " '施工开料工': 2143,\n",
       " '管道/暖通': 2144,\n",
       " '工长': 2145,\n",
       " '消防安全': 2112,\n",
       " '房地产开发': 4600,\n",
       " '房地产项目/策划经理': 4601,\n",
       " '房地产项目/策划主管/专员': 4602,\n",
       " '房地产投资管理': 4604,\n",
       " '房产项目配套工程师': 4603,\n",
       " '房地产项目招投标': 4608,\n",
       " '房地产投资分析': 4610,\n",
       " '房地产资产管理': 4611,\n",
       " '监察人员': 4612,\n",
       " '房地产销售与中介': 6000.0,\n",
       " '房地产销售经理/主管': 6009,\n",
       " '房地产销售': 6010,\n",
       " '房地产中介/置业顾问': 6001,\n",
       " '房地产评估': 6002,\n",
       " '房地产店长/经理': 6004,\n",
       " '房地产内勤': 6007,\n",
       " '房地产客服': 6006,\n",
       " '物业管理': 4700,\n",
       " '物业管理经理': 4702,\n",
       " '物业管理主管': 4714,\n",
       " '物业管理专员/助理': 4703,\n",
       " '招商/租赁/租售': 4704,\n",
       " '写字楼运营': 4719,\n",
       " '长租公寓管家/养老专员': 4717,\n",
       " '高级物业顾问/物业顾问': 4701,\n",
       " '前介工程师': 4716,\n",
       " '物业设施管理人员': 4705,\n",
       " '物业机电维修工': 4715,\n",
       " '物业机电工程师': 4708,\n",
       " '物业维修员': 4706,\n",
       " '停车管理员': 4709,\n",
       " '保安经理': 4710,\n",
       " '保安人员': 4711,\n",
       " '保洁': 4712,\n",
       " '绿化工': 4713,\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': 2300,\n",
       " '行政总监': 2301,\n",
       " '行政经理/主管/办公室主任': 2302,\n",
       " '行政专员/助理': 2303,\n",
       " '经理助理/秘书': 2304,\n",
       " '文员': 2311,\n",
       " '党工团干事': 2310,\n",
       " '前台接待/总机/接待生': 2305,\n",
       " '图书管理员/资料管理员': 2307,\n",
       " '档案管理员': 2312,\n",
       " '电脑操作员/打字员': 2308,\n",
       " '后勤': 2306,\n",
       " '咨询/顾问': 1400,\n",
       " '专业顾问': 1401,\n",
       " '咨询总监': 1402,\n",
       " '咨询经理': 1403,\n",
       " '专业培训师': 1406,\n",
       " '咨询员': 1404,\n",
       " '调研员': 1409,\n",
       " '猎头/人才中介': 1408,\n",
       " '情报信息分析人员': 1407,\n",
       " '律师/法务/合规': 1100,\n",
       " '律师/法律顾问': 1101,\n",
       " '律师助理': 1103,\n",
       " '法务总监': 1111,\n",
       " '法务经理': 1106,\n",
       " '法务主管/专员': 1102,\n",
       " '法务助理': 1107,\n",
       " '合规经理': 1109,\n",
       " '合规主管/专员': 1110,\n",
       " '知识产权/专利/商标': 1108,\n",
       " '教师': 1200,\n",
       " '英语老师': 1219,\n",
       " '数学老师': 1220,\n",
       " '语文老师': 1221,\n",
       " '物理老师': 1222,\n",
       " '化学老师': 1223,\n",
       " '日语老师': 1224,\n",
       " '幼教': 1207,\n",
       " '早教老师': 1225,\n",
       " '美术老师': 1228,\n",
       " '钢琴老师': 1233,\n",
       " '音乐老师': 1226,\n",
       " '体育教师': 1216,\n",
       " '其他外语老师': 1215,\n",
       " '在线辅导老师': 1218,\n",
       " '小学教师': 1209,\n",
       " '初中教师': 1231,\n",
       " '高中教师': 1232,\n",
       " '大学教授': 1208,\n",
       " '职业技术教师': 1211,\n",
       " '讲师/助教': 1204,\n",
       " '家教': 1205,\n",
       " '兼职教师': 1210,\n",
       " '教育咨询': 8100,\n",
       " '课程顾问': 8101,\n",
       " '招生老师': 8102,\n",
       " '学习规划师': 8103,\n",
       " '留学顾问': 8104,\n",
       " '教育管理': 8200,\n",
       " '校长': 8201,\n",
       " '班主任/辅导员': 8202,\n",
       " '院校教务管理人员': 8203,\n",
       " '园长': 8204,\n",
       " '教研组长/主管': 8205,\n",
       " '教研员': 8206,\n",
       " '教师培训/师训': 8207,\n",
       " '培训': 5700,\n",
       " '培训督导': 5701,\n",
       " '培训讲师': 5702,\n",
       " '培训策划': 5703,\n",
       " '培训产品开发': 5707,\n",
       " '培训助理': 5704,\n",
       " '科研': 1000.0,\n",
       " '科研管理人员': 1002,\n",
       " '科研人员': 1001,\n",
       " '餐饮服务': 4800,\n",
       " '餐饮店长/经理': 4801,\n",
       " '餐饮大堂经理': 4819,\n",
       " '餐厅领班': 4802,\n",
       " '餐饮服务员': 4803,\n",
       " '行政主厨/厨师长': 4806,\n",
       " '中餐厨师': 4807,\n",
       " '西餐厨师': 4820,\n",
       " '日式厨师': 4821,\n",
       " '面点师': 4822,\n",
       " '西点师': 4823,\n",
       " '厨师助理/学徒': 4812,\n",
       " '茶艺师': 4809,\n",
       " '咖啡师': 4816,\n",
       " '调酒师/侍酒师/吧台员': 4808,\n",
       " '礼仪/迎宾': 4804,\n",
       " '餐饮预订员': 4824,\n",
       " '餐饮收银员': 4818,\n",
       " '配菜/打荷': 4813,\n",
       " '传菜主管': 4811,\n",
       " '传菜员': 4825,\n",
       " '洗碗工': 4814,\n",
       " '送餐员': 4815,\n",
       " '杂工': 4817,\n",
       " ...}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能_参数构建 = {v:k for k,v in 工作职能_dict.items()}\n",
    "工作职能_参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## （四）集合前面的若干参数，生成含关键词检索的参数模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,%2B,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99',\n",
       " 'degreefrom': '99',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "参数模版_query_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "参数模版_query_dict "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def moban(cotype,degreefrom,function,keyword):\n",
    "    cotype_values = 公司性质_参数构建[cotype]\n",
    "    degreefrom_values = 学历要求_参数构建[degreefrom]\n",
    "    function_values = 工作职能_参数构建[function]\n",
    "    keyword_values = urllib.parse.quote(keyword)#quote将字符串内容转变为二进制形式\n",
    "    参数模版_query_dict[\"cotype\"] = str(cotype_values)\n",
    "    参数模版_query_dict[\"degreefrom\"] = str(degreefrom_values)\n",
    "    参数模版_query_dict[\"postchannel\"] = str(function_values)\n",
    "    参数模版_query_dict[\"keyword\"]  = str(keyword_values)\n",
    "    add_all_words = \"&\".join([k+\"=\"+v for k,v in 参数模版_query_dict.items()])\n",
    "    参数模版_list[4]=add_all_words\n",
    "    type(参数模版_list)\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)  \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0301&workyear=99&cotype=11&degreefrom=04&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=&keyword=%E9%94%80%E5%94%AE'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moban('创业公司','本科','市场/营销/拓展总监','销售')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四 翻页获取数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 由于上面参数模板“moban”的筛选参数较多，最终生成链接只有几条结果无需翻页，所以以仅搜索“产品经理”关键词的输出结果链接为需翻页_url案例示范翻页。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132145953',\n",
       "   'coid': '5998347',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132145953.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5998347.html',\n",
       "   'company_name': '广州爱奇技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-24',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-24 04:00:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132144939',\n",
       "   'coid': '5418868',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132144939.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '亚马逊产品经理',\n",
       "   'job_title': '亚马逊产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5418868.html',\n",
       "   'company_name': '锐通（广州）人力资源顾问有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 18:10:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131729401',\n",
       "   'coid': '5238695',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131729401.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深产品经理（双休）',\n",
       "   'job_title': '资深产品经理（双休）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5238695.html',\n",
       "   'company_name': '盛世创富保险经纪有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 17:21:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '专业培训'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '保险',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131730904',\n",
       "   'coid': '5887656',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131730904.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '资深产品经理(双休）',\n",
       "   'job_title': '资深产品经理(双休）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5887656.html',\n",
       "   'company_name': '广州小秋阳信息技术有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 17:02:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 包吃 带薪年假 全勤奖 节日福利 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '包吃', '带薪年假', '全勤奖', '节日福利', '专业培训'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132084589',\n",
       "   'coid': '5805027',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132084589.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '金融产品经理（高额提成+奖金）',\n",
       "   'job_title': '金融产品经理（高额提成+奖金）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5805027.html',\n",
       "   'company_name': '广州德仁按揭服务有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-23 14:01:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 带薪年假 节日福利 全勤奖 社保 月休6天 地铁直达 一对一培训 专业培训 法定节假日',\n",
       "   'jobwelf_list': ['绩效奖金',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '全勤奖',\n",
       "    '社保',\n",
       "    '月休6天',\n",
       "    '地铁直达',\n",
       "    '一对一培训',\n",
       "    '专业培训',\n",
       "    '法定节假日'],\n",
       "   'attribute_text': ['广州-越秀区', '无需经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123591298',\n",
       "   'coid': '4636184',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/123591298.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（广州，上海）',\n",
       "   'job_title': '产品经理（广州，上海）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4636184.html',\n",
       "   'company_name': '广州康莱食品添加剂有限公司',\n",
       "   'providesalary_text': '17-30万\\\\/年',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 13:38:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 通讯补贴 高温补贴 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '通讯补贴', '高温补贴', '节日福利'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132142621',\n",
       "   'coid': '6107508',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132142621.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级产品经理',\n",
       "   'job_title': '高级产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6107508.html',\n",
       "   'company_name': '广州美光盛世科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 13:20:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '110399269',\n",
       "   'coid': '3291756',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/110399269.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3291756.html',\n",
       "   'company_name': '广东省南方名牌农产品推进中心',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '非营利组织',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 09:07:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 带薪年假 节日福利 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '带薪年假', '节日福利', '周末双休'],\n",
       "   'attribute_text': ['广州', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132133411',\n",
       "   'coid': '5658036',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132133411.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '年薪27万直播短视频产品经理',\n",
       "   'job_title': '年薪27万直播短视频产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5658036.html',\n",
       "   'company_name': '道格集团',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 21:49:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '交通补贴',\n",
       "    '高提成',\n",
       "    '加班补贴'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132133444',\n",
       "   'coid': '315134',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132133444.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（宠物洗护）',\n",
       "   'job_title': '产品经理（宠物洗护）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co315134.html',\n",
       "   'company_name': '广东桂格日化有限公司',\n",
       "   'providesalary_text': '1.1-1.6万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 10:01:08',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '节日福利 带薪年假 员工活动 五险一金 员工旅游 年终奖金 包食宿',\n",
       "   'jobwelf_list': ['节日福利', '带薪年假', '员工活动', '五险一金', '员工旅游', '年终奖金', '包食宿'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129145729',\n",
       "   'coid': '4155667',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129145729.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'APP产品经理',\n",
       "   'job_title': 'APP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4155667.html',\n",
       "   'company_name': '博一（广州）信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 09:05:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-越秀区', '1年经验', '中专', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132139006',\n",
       "   'coid': '303089',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132139006.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co303089.html',\n",
       "   'company_name': '信必优(深圳)信息技术有限公司',\n",
       "   'providesalary_text': '1.8-2.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 带薪年假 节日福利 定期团建',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '带薪年假', '节日福利', '定期团建'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132136891',\n",
       "   'coid': '6007449',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132136891.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'ERP产品经理',\n",
       "   'job_title': 'ERP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6007449.html',\n",
       "   'company_name': '上海墨灿网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132134137',\n",
       "   'coid': '6269496',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132134137.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能硬件产品经理（***）',\n",
       "   'job_title': '智能硬件产品经理（***）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6269496.html',\n",
       "   'company_name': '广州方雅电子有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 餐饮补贴 年终奖金',\n",
       "   'jobwelf_list': ['专业培训', '餐饮补贴', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132051375',\n",
       "   'coid': '3553678',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132051375.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（教育经验）m',\n",
       "   'job_title': '产品经理（教育经验）m',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3553678.html',\n",
       "   'company_name': '广州学邦信息技术有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 专业培训 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131978209',\n",
       "   'coid': '3422002',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131978209.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（互联网B端）',\n",
       "   'job_title': '产品经理（互联网B端）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3422002.html',\n",
       "   'company_name': '公诚管理咨询有限公司',\n",
       "   'providesalary_text': '0.7-1.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 提供住宿 高温补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '提供住宿',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131867771',\n",
       "   'coid': '6381685',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131867771.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'APP产品经理',\n",
       "   'job_title': 'APP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6381685.html',\n",
       "   'company_name': '珠海市伙伴通科技有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 节假日福利 试用期全额 交通补贴 餐饮补贴 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '节假日福利',\n",
       "    '试用期全额',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131347055',\n",
       "   'coid': '5515997',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131347055.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5515997.html',\n",
       "   'company_name': '广州小蜗牛信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '保险',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131290012',\n",
       "   'coid': '5889108',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131290012.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5889108.html',\n",
       "   'company_name': '广州天成资本管理集团有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 绩效奖金 全勤奖 专业培训 弹性工作 节日福利',\n",
       "   'jobwelf_list': ['带薪年假', '绩效奖金', '全勤奖', '专业培训', '弹性工作', '节日福利'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131063715',\n",
       "   'coid': '6102175',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131063715.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6102175.html',\n",
       "   'company_name': '广东康云科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 带薪年假 绩效奖金 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '带薪年假', '绩效奖金', '节日福利'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129313290',\n",
       "   'coid': '3129219',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/129313290.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3129219.html',\n",
       "   'company_name': '东莞市美迪尔医疗设备科技有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 包吃 包住宿 加班补贴 节日福利',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '包吃', '包住宿', '加班补贴', '节日福利'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125883736',\n",
       "   'coid': '6099681',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125883736.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（广州）',\n",
       "   'job_title': '产品经理（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6099681.html',\n",
       "   'company_name': '天翼物联科技有限公司',\n",
       "   'providesalary_text': '',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '本科', '招若干人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132117676',\n",
       "   'coid': '4087778',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132117676.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能产品经理',\n",
       "   'job_title': '智能产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4087778.html',\n",
       "   'company_name': '中国联合网络通信有限公司广州市分公司',\n",
       "   'providesalary_text': '12-20万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 免费班车 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '免费班车',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130941877',\n",
       "   'coid': '2867031',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130941877.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '研发产品经理',\n",
       "   'job_title': '研发产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2867031.html',\n",
       "   'company_name': '广州广电运通金融电子股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 绩效奖金 餐饮补贴 定期体检 补充医疗保险',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '绩效奖金', '餐饮补贴', '定期体检', '补充医疗保险'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '多元化业务集团公司',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119325629',\n",
       "   'coid': '5741697',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/119325629.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '金融产品经理',\n",
       "   'job_title': '金融产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5741697.html',\n",
       "   'company_name': '广发证券股份有限公司广州万博二路证券营业部',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '1年经验', '本科', '招5人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '108654920',\n",
       "   'coid': '2431995',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/108654920.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '金融产品经理岗',\n",
       "   'job_title': '金融产品经理岗',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2431995.html',\n",
       "   'company_name': '广发证券股份有限公司广州番禺环城东路证券营业部',\n",
       "   'providesalary_text': '0.5-1.4万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '10',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '无需经验', '本科', '招5人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130940240',\n",
       "   'coid': '1484282',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130940240.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1484282.html',\n",
       "   'company_name': '广州暨大美塑生物科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 11:33:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 员工旅游 绩效奖金 专业培训 免费班车 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充公积金', '员工旅游', '绩效奖金', '专业培训', '免费班车', '年终奖金'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132121257',\n",
       "   'coid': '5752602',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132121257.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '年薪28万直播短视频产品经理',\n",
       "   'job_title': '年薪28万直播短视频产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5752602.html',\n",
       "   'company_name': '蓝熙集团',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 11:29:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 节日福利 专业培训 交通补贴 全勤奖',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '交通补贴',\n",
       "    '全勤奖'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131549700',\n",
       "   'coid': '5745824',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131549700.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5745824.html',\n",
       "   'company_name': '广州新赫铖宇信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:25:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 定期体检 专业培训 人性化福利 五险一金 年终奖金 绩效奖金',\n",
       "   'jobwelf_list': ['弹性工作', '定期体检', '专业培训', '人性化福利', '五险一金', '年终奖金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130752181',\n",
       "   'coid': '2098467',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130752181.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2098467.html',\n",
       "   'company_name': '广州艾捷斯医疗器械有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:09:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 补充公积金 员工旅游 年终奖金 绩效奖金 专业培训 定期体检 包吃包住 出国机会',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '补充公积金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '包吃包住',\n",
       "    '出国机会'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131678419',\n",
       "   'coid': '5743307',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131678419.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5743307.html',\n",
       "   'company_name': '广州市瀚康医疗科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 09:07:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 绩效奖金 专业培训 交通补贴 加班补贴 全勤奖 节日福利',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '专业培训',\n",
       "    '交通补贴',\n",
       "    '加班补贴',\n",
       "    '全勤奖',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131924866',\n",
       "   'coid': '3204215',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131924866.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '日化产品经理',\n",
       "   'job_title': '日化产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3204215.html',\n",
       "   'company_name': '广州柒伍网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 09:03:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 节日福利 绩效奖金 弹性工作 带薪年假',\n",
       "   'jobwelf_list': ['全勤奖', '节日福利', '绩效奖金', '弹性工作', '带薪年假'],\n",
       "   'attribute_text': ['广州-白云区', '5-7年经验', '中专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131924919',\n",
       "   'coid': '6354155',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131924919.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '日化产品经理',\n",
       "   'job_title': '日化产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6354155.html',\n",
       "   'company_name': '京姿（上海）生物科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '4',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 09:02:10',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 节日福利 绩效奖金 弹性工作 带薪年假',\n",
       "   'jobwelf_list': ['全勤奖', '节日福利', '绩效奖金', '弹性工作', '带薪年假'],\n",
       "   'attribute_text': ['广州-白云区', '5-7年经验', '中专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '100044454',\n",
       "   'coid': '4809684',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/100044454.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4809684.html',\n",
       "   'company_name': '广州市保伦电子有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 08:27:43',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 绩效奖金 免费班车 五险 住房补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['年终奖金', '绩效奖金', '免费班车', '五险', '住房补贴', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132127911',\n",
       "   'coid': '4088134',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132127911.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '数字产品经理',\n",
       "   'job_title': '数字产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4088134.html',\n",
       "   'company_name': '广州仁星数位时代科技有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '通讯补贴 年终奖金 定期体检 员工活动 专业培训 员工旅游 五险一金',\n",
       "   'jobwelf_list': ['通讯补贴', '年终奖金', '定期体检', '员工活动', '专业培训', '员工旅游', '五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132126645',\n",
       "   'coid': '3120627',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/132126645.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（供应链方向）',\n",
       "   'job_title': '产品经理（供应链方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3120627.html',\n",
       "   'company_name': '国药控股广州有限公司',\n",
       "   'providesalary_text': '15-25万\\\\/年',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-荔湾区', '5-7年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132122559',\n",
       "   'coid': '6012023',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132122559.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6012023.html',\n",
       "   'company_name': '湖北金鹏信息系统有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 定期体检 带薪年假 餐饮补贴 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '定期体检', '带薪年假', '餐饮补贴', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132121639',\n",
       "   'coid': '2585090',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132121639.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2585090.html',\n",
       "   'company_name': '广州辉盛电子科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 全勤奖 节日福利 下午茶生日会 五险一金 员工旅游',\n",
       "   'jobwelf_list': ['带薪年假', '全勤奖', '节日福利', '下午茶生日会', '五险一金', '员工旅游'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132119727',\n",
       "   'coid': '3034091',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132119727.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品总监\\\\/产品经理',\n",
       "   'job_title': '产品总监\\\\/产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3034091.html',\n",
       "   'company_name': '小熊电器股份有限公司',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 年终奖金 专业培训 定期体检 五险一金 包吃 全勤奖 节日福利',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '五险一金',\n",
       "    '包吃',\n",
       "    '全勤奖',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132119026',\n",
       "   'coid': '6028548',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132119026.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '平台产品经理',\n",
       "   'job_title': '平台产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6028548.html',\n",
       "   'company_name': '广州点米信科人力资源有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金',\n",
       "   'jobwelf_list': ['五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132117909',\n",
       "   'coid': '2143388',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132117909.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理助理',\n",
       "   'job_title': '产品经理助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2143388.html',\n",
       "   'company_name': '广州安骅汽车贸易有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '购买社保 年终奖金 免费午餐 节日福利 高温补贴 周末双休',\n",
       "   'jobwelf_list': ['购买社保', '年终奖金', '免费午餐', '节日福利', '高温补贴', '周末双休'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132114561',\n",
       "   'coid': '3571802',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132114561.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '数据产品经理',\n",
       "   'job_title': '数据产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3571802.html',\n",
       "   'company_name': '精明购',\n",
       "   'providesalary_text': '1.2-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132113974',\n",
       "   'coid': '5166533',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132113974.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5166533.html',\n",
       "   'company_name': '广东展翠食品股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132112977',\n",
       "   'coid': '6561822',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ssq\\\\/132112977.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coCGhTMlA1U2xRPFMyUDc.html',\n",
       "   'company_name': '佛山澳信科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030604',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['异地招聘', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132112145',\n",
       "   'coid': '5234952',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132112145.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '05415E-投行渠道产品经理（广州）',\n",
       "   'job_title': '05415E-投行渠道产品经理（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5234952.html',\n",
       "   'company_name': '平安证券股份有限公司',\n",
       "   'providesalary_text': '2-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '7',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终分红 定期体检 补充医疗保险 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终分红', '定期体检', '补充医疗保险', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '硕士', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132111957',\n",
       "   'coid': '6152091',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132111957.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '细胞产品经理',\n",
       "   'job_title': '细胞产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6152091.html',\n",
       "   'company_name': '华南病原检测服务（广州）有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '医保五险 专业培训 节日福利',\n",
       "   'jobwelf_list': ['医保五险', '专业培训', '节日福利'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132111926',\n",
       "   'coid': '3563393',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132111926.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3563393.html',\n",
       "   'company_name': '深圳云戈科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 专业培训 定期体检 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '专业培训', '定期体检', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132109741',\n",
       "   'coid': '3639184',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132109741.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '远程服务产品经理',\n",
       "   'job_title': '远程服务产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3639184.html',\n",
       "   'company_name': '广州小鹏汽车科技有限公司',\n",
       "   'providesalary_text': '2-3.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '汽车',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132107551',\n",
       "   'coid': '3985072',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132107551.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '供应链产品经理(J10333)',\n",
       "   'job_title': '供应链产品经理(J10333)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3985072.html',\n",
       "   'company_name': '深圳前海新心数字科技有限公司',\n",
       "   'providesalary_text': '2.5-3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 定期体检 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '定期体检', '员工旅游'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '金融\\\\/投资\\\\/证券',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132106783',\n",
       "   'coid': '3169183',\n",
       "   'effect': '1',\n",
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       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3169183.html',\n",
       "   'company_name': '广东华远国土工程有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-23',\n",
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       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-23 04:00:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 节日福利 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '节日福利', '绩效奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
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       " 'jobid_count': '7243',\n",
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       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E9%2587%2591%25E8%259E%258D%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '金融产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621793179154\\x1a\\x1ad82abf6d66ebd5fb20db4873d7def99b\\x1a61.242.54.116\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a金融产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E6%2580%25BB%25E7%259B%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品总监',\n",
       "    'click': '15\\x1a1\\x1a1621793179154\\x1a\\x1ad82abf6d66ebd5fb20db4873d7def99b\\x1a61.242.54.116\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品总监'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621793179154\\x1a\\x1ad82abf6d66ebd5fb20db4873d7def99b\\x1a61.242.54.116\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a互联网产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,APP%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'APP产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621793179154\\x1a\\x1ad82abf6d66ebd5fb20db4873d7def99b\\x1a61.242.54.116\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1aAPP产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E7%25A7%25BB%25E5%258A%25A8%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '移动产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621793179154\\x1a\\x1ad82abf6d66ebd5fb20db4873d7def99b\\x1a61.242.54.116\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a移动产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E4%25B8%25BB%25E7%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品主管',\n",
       "    'click': '15\\x1a1\\x1a1621793179154\\x1a\\x1ad82abf6d66ebd5fb20db4873d7def99b\\x1a61.242.54.116\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品主管'}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '99',\n",
       "  'industrytype': '00',\n",
       "  'funtype': '0000',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '产品经理',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '产品经理(全文)+广州',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '145',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,产品经理招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,产品经理招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "需翻页_url = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get(需翻页_url)\n",
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "__SEARCH_RESULT__\n",
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'145'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取总页数数量\n",
    "total_page = results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,4.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,5.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,6.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,7.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,8.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,9.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,10.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,11.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,12.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,13.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,14.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,15.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,16.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,17.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,18.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,19.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,20.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,21.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,22.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,23.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,24.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,25.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,26.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,27.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,28.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,29.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,30.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,31.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,32.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,33.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
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       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,92.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,93.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,94.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,95.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,96.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,97.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,98.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,99.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,100.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,101.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,102.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,103.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,104.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,105.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,106.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,107.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,108.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,109.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,110.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,111.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,112.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,113.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,114.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,115.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,116.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,117.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,118.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,119.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,120.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,121.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,122.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,123.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,124.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,125.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,126.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,127.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,128.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,129.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,130.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,131.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,132.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,133.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,134.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,135.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,136.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,137.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,138.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,139.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,140.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,141.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,142.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,143.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,144.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,145.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_split = 需翻页_url.split(',')\n",
    "page_url_split = 需翻页_url.split(',')[8].split('.')\n",
    "url_group = []\n",
    "\n",
    "for i in range(1,int(total_page)+1):\n",
    "    page_url_split[0] = str(i)#修改页数计数\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州爱奇技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13214...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-24 04:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>亚马逊产品经理</td>\n",
       "      <td>锐通（广州）人力资源顾问有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132144939...</td>\n",
       "      <td>[广州, 3-4年经验, 大专, 招3人]</td>\n",
       "      <td>专业服务(咨询、人力资源、财会)</td>\n",
       "      <td>2021-05-23 18:10:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>资深产品经理（双休）</td>\n",
       "      <td>盛世创富保险经纪有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13172...</td>\n",
       "      <td>[广州-海珠区, 5-7年经验, 本科, 招若干人]</td>\n",
       "      <td>保险</td>\n",
       "      <td>2021-05-23 17:21:11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>资深产品经理(双休）</td>\n",
       "      <td>广州小秋阳信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...</td>\n",
       "      <td>[广州-海珠区, 5-7年经验, 本科, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-23 17:02:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>金融产品经理（高额提成+奖金）</td>\n",
       "      <td>广州德仁按揭服务有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...</td>\n",
       "      <td>[广州-越秀区, 无需经验, 大专, 招若干人]</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td>2021-05-23 14:01:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7238</th>\n",
       "      <td>38</td>\n",
       "      <td>文案策划（实习生）</td>\n",
       "      <td>广州南方卫星导航仪器有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13185...</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "      <td>仪器仪表\\/工业自动化</td>\n",
       "      <td>2021-05-21 08:45:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7239</th>\n",
       "      <td>39</td>\n",
       "      <td>银行贷款专员</td>\n",
       "      <td>广州中港汇银科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11570...</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 大专, 招5人]</td>\n",
       "      <td>金融\\/投资\\/证券</td>\n",
       "      <td>2021-05-08 10:21:40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7240</th>\n",
       "      <td>40</td>\n",
       "      <td>管理培训生</td>\n",
       "      <td>广东欣农互联科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13092...</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 本科, 招若干人]</td>\n",
       "      <td>农\\/林\\/牧\\/渔</td>\n",
       "      <td>2021-05-06 12:13:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7241</th>\n",
       "      <td>41</td>\n",
       "      <td>实习生\\/课程内容编辑</td>\n",
       "      <td>广东大音音像出版社</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/12040...</td>\n",
       "      <td>[广州-荔湾区, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "      <td>文字媒体\\/出版</td>\n",
       "      <td>2021-05-04 14:00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7242</th>\n",
       "      <td>42</td>\n",
       "      <td>实习生\\/中文图书编辑</td>\n",
       "      <td>广东大音音像出版社</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/12040...</td>\n",
       "      <td>[广州-荔湾区, 在校生\\/应届生, 本科, 招2人]</td>\n",
       "      <td>文字媒体\\/出版</td>\n",
       "      <td>2021-05-04 14:00:01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7243 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index         job_name      company_name  \\\n",
       "0         0          互联网产品经理        广州爱奇技术有限公司   \n",
       "1         1          亚马逊产品经理  锐通（广州）人力资源顾问有限公司   \n",
       "2         2       资深产品经理（双休）      盛世创富保险经纪有限公司   \n",
       "3         3       资深产品经理(双休）     广州小秋阳信息技术有限公司   \n",
       "4         4  金融产品经理（高额提成+奖金）      广州德仁按揭服务有限公司   \n",
       "...     ...              ...               ...   \n",
       "7238     38        文案策划（实习生）    广州南方卫星导航仪器有限公司   \n",
       "7239     39           银行贷款专员      广州中港汇银科技有限公司   \n",
       "7240     40            管理培训生      广东欣农互联科技有限公司   \n",
       "7241     41      实习生\\/课程内容编辑         广东大音音像出版社   \n",
       "7242     42      实习生\\/中文图书编辑         广东大音音像出版社   \n",
       "\n",
       "                                               job_href  \\\n",
       "0     https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13214...   \n",
       "1     https:\\/\\/jobs.51job.com\\/guangzhou\\/132144939...   \n",
       "2     https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13172...   \n",
       "3     https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13173...   \n",
       "4     https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13208...   \n",
       "...                                                 ...   \n",
       "7238  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13185...   \n",
       "7239  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11570...   \n",
       "7240  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13092...   \n",
       "7241  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/12040...   \n",
       "7242  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/12040...   \n",
       "\n",
       "                    attribute_text   companyind_text            issuedate  \n",
       "0       [广州-海珠区, 3-4年经验, 本科, 招若干人]         互联网\\/电子商务  2021-05-24 04:00:00  \n",
       "1            [广州, 3-4年经验, 大专, 招3人]  专业服务(咨询、人力资源、财会)  2021-05-23 18:10:03  \n",
       "2       [广州-海珠区, 5-7年经验, 本科, 招若干人]                保险  2021-05-23 17:21:11  \n",
       "3       [广州-海珠区, 5-7年经验, 本科, 招若干人]         互联网\\/电子商务  2021-05-23 17:02:30  \n",
       "4         [广州-越秀区, 无需经验, 大专, 招若干人]        金融\\/投资\\/证券  2021-05-23 14:01:26  \n",
       "...                            ...               ...                  ...  \n",
       "7238   [广州-天河区, 在校生\\/应届生, 本科, 招1人]       仪器仪表\\/工业自动化  2021-05-21 08:45:45  \n",
       "7239   [广州-天河区, 在校生\\/应届生, 大专, 招5人]        金融\\/投资\\/证券  2021-05-08 10:21:40  \n",
       "7240  [广州-天河区, 在校生\\/应届生, 本科, 招若干人]        农\\/林\\/牧\\/渔  2021-05-06 12:13:20  \n",
       "7241   [广州-荔湾区, 在校生\\/应届生, 本科, 招2人]          文字媒体\\/出版  2021-05-04 14:00:01  \n",
       "7242   [广州-荔湾区, 在校生\\/应届生, 本科, 招2人]          文字媒体\\/出版  2021-05-04 14:00:01  \n",
       "\n",
       "[7243 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51job.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位列表页')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 五、详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132144939.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131729401.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131730904.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132084589.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/123591298.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132142621.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/110399269.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132133411.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132133444.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131549700.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130752181.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131678419.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131924866.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131924919.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/132126645.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132122559.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132121639.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132119727.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132119026.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132117909.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132114561.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132096213.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132096001.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131984584.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131902354.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131840379.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/131592929.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/108755631.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131341559.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125345833.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/128837771.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125737239.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130731215.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/100356907.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/123486959.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131269677.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131153158.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129769118.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/115934478.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/125307462.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/128183810.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/127372258.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/99012205.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128047883.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129827367.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131489489.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128896237.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/113456896.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/126311425.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/125211441.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/130504342.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128956128.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/124078979.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130921421.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131512479.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list = df_all['job_href'].tolist()\n",
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "['https://jobs.51job.com/guangzhou-hzq/132145953.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/132144939.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131729401.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131730904.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/132084589.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/guangzhou-thq/132142621.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/guangzhou-hzq/125307462.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/128183810.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/127372258.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/99012205.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128047883.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129827367.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131489489.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128896237.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/113456896.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126311425.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125211441.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130504342.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128956128.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/124078979.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130921421.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131512479.html?s=sou_sou_soulb&amp;t=0',\n",
       " ...]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list_renew = [i.replace('\\\\','') for i in href_list]\n",
    "href_list_renew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session.get(href_list_renew[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "detail_df = {}\n",
    "total_df = []\n",
    "for i in href_list_renew[:25]:\n",
    "    职位信息_xpath = '//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    职位信息 = r.html.xpath(职位信息_xpath)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    职位名称_xpath = '//div[@class=\"cn\"]/h1/@title'\n",
    "    职位名称 = r.html.xpath(职位名称_xpath)\n",
    "    r = session.get(i)\n",
    "    detail_df[\"职位名称\"] = 职位名称\n",
    "    detail_df[\"职位信息\"] = 职位信息_合并\n",
    "    detail_df[\"链接\"] = i\n",
    "    df = pd.DataFrame(detail_df)\n",
    "    total_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>职位名称</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td></td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132144939.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>亚马逊产品经理</td>\n",
       "      <td>工作职责1、对家具类市场进行分析，定位出所需产品的明细（如：风格、颜色、材质、价格、功能、尺...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131729401...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>资深产品经理（双休）</td>\n",
       "      <td>1、负责公司旗下产品（含App端、H5端、小程序端、PC网页端），结合用户需求和产品技术架构...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131730904...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>资深产品经理(双休）</td>\n",
       "      <td>职位职责： 1、负责公司旗下产品（含App端、H5端、小程序端、PC网页端），结合用户需求和...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/132084589...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>金融产品经理（高额提成+奖金）</td>\n",
       "      <td>1、公司提供客户，为客户提供产品咨询服务，执行并完成公司年度销售计划；2、运用多种营销形式如...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/123591298...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（广州，上海） (职位编号：001)</td>\n",
       "      <td></td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132142621...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td></td>\n",
       "      <td>https://jobs.51job.com/guangzhou/110399269.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>特别说明：本职位招聘要有互联网产品工作经验，应届毕业生不予录取，本科以下学历不予录取。岗位职...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132133411...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>年薪27万直播短视频产品经理</td>\n",
       "      <td>1、熟悉直播短视频相关技术和相关产品，分析直播短视频应用和发展趋势，进行直播短视频与企业增长...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/132133444.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（宠物洗护）</td>\n",
       "      <td>本岗位主要负责汪星人品牌，可查汪星人宠物旗舰店了解！！！岗位职责：1、收集、整理宠物行业市场...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/129145729...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>工作内容：1、负责我司互联网医院平台的APP和公众号的日常测试2、对测试中发现的问题进行详细...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132139006...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>职责描述：1、产品规划参与产品的整体发展战略与产品的规划，提出产品规划及可行性方案，制定阶段...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132136891...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>岗位描述：1、 负责公司ERP系统的产品设计、迭代升级；2、 负责采购、销售、仓库物流、财务...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/132134137...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>智能硬件产品经理（***）</td>\n",
       "      <td>岗位职责：1、根据公司行业发展规划以及市场行业动态，负责产品的全生命周期管理，包括需求分析、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132051375...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（教育经验）m</td>\n",
       "      <td>1、 根据产品发展目标，负责教研教学线B端产品的规划；2、 撰写需求文档，完成原型设计，协调...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131978209...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（互联网B端）</td>\n",
       "      <td>任职要求：</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131867771...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>【职位描述】1．负责移动端及微信生态产品系列产品设计、优化及迭代工作； 2．完成相关竞品的产...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/131347055...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td></td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/131290012...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>【该岗位为代招】代旗下分子公司招聘【工作公司】淘气贝贝【工作地址】佛山市南海区简平路淘气贝贝...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131063715...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>工作职责：1、负责产品线平台基线规划、设计及版本实现，跟进产品效果交付及用户业务价值落地，提...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-byq/129313290...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>任职要求：1. 熟悉内部培训和外部讲解工作的作业流程者优先；2. 善于交流，有良好的沟通能力...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/125883736.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（广州）</td>\n",
       "      <td>岗位职责：负责5G创新应用产品应聘资格要求：1、本科及以上学历，计算机科学与技术、软件工程、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/132117676...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>智能产品经理</td>\n",
       "      <td>岗位职责1.负责呼叫中心智能化运营产品的设计与策划，包括智能质检、智能知识库、AI客服、智能...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/130941877.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>研发产品经理</td>\n",
       "      <td>职责描述：1.  协助产品负责人进行平台产品的功能设计、原型输出；2.  负责市场调研、竞争...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/119325629...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index                    职位名称  \\\n",
       "0       0                 互联网产品经理   \n",
       "1       0                 亚马逊产品经理   \n",
       "2       0              资深产品经理（双休）   \n",
       "3       0              资深产品经理(双休）   \n",
       "4       0         金融产品经理（高额提成+奖金）   \n",
       "5       0  产品经理（广州，上海） (职位编号：001)   \n",
       "6       0                  高级产品经理   \n",
       "7       0                 互联网产品经理   \n",
       "8       0          年薪27万直播短视频产品经理   \n",
       "9       0              产品经理（宠物洗护）   \n",
       "10      0                 APP产品经理   \n",
       "11      0                    产品经理   \n",
       "12      0                 ERP产品经理   \n",
       "13      0           智能硬件产品经理（***）   \n",
       "14      0             产品经理（教育经验）m   \n",
       "15      0             产品经理（互联网B端）   \n",
       "16      0                 APP产品经理   \n",
       "17      0                    产品经理   \n",
       "18      0                    产品经理   \n",
       "19      0                    产品经理   \n",
       "20      0                    产品经理   \n",
       "21      0                产品经理（广州）   \n",
       "22      0                  智能产品经理   \n",
       "23      0                  研发产品经理   \n",
       "\n",
       "                                                 职位信息  \\\n",
       "0                                                       \n",
       "1   工作职责1、对家具类市场进行分析，定位出所需产品的明细（如：风格、颜色、材质、价格、功能、尺...   \n",
       "2   1、负责公司旗下产品（含App端、H5端、小程序端、PC网页端），结合用户需求和产品技术架构...   \n",
       "3   职位职责： 1、负责公司旗下产品（含App端、H5端、小程序端、PC网页端），结合用户需求和...   \n",
       "4   1、公司提供客户，为客户提供产品咨询服务，执行并完成公司年度销售计划；2、运用多种营销形式如...   \n",
       "5                                                       \n",
       "6                                                       \n",
       "7   特别说明：本职位招聘要有互联网产品工作经验，应届毕业生不予录取，本科以下学历不予录取。岗位职...   \n",
       "8   1、熟悉直播短视频相关技术和相关产品，分析直播短视频应用和发展趋势，进行直播短视频与企业增长...   \n",
       "9   本岗位主要负责汪星人品牌，可查汪星人宠物旗舰店了解！！！岗位职责：1、收集、整理宠物行业市场...   \n",
       "10  工作内容：1、负责我司互联网医院平台的APP和公众号的日常测试2、对测试中发现的问题进行详细...   \n",
       "11  职责描述：1、产品规划参与产品的整体发展战略与产品的规划，提出产品规划及可行性方案，制定阶段...   \n",
       "12  岗位描述：1、 负责公司ERP系统的产品设计、迭代升级；2、 负责采购、销售、仓库物流、财务...   \n",
       "13  岗位职责：1、根据公司行业发展规划以及市场行业动态，负责产品的全生命周期管理，包括需求分析、...   \n",
       "14  1、 根据产品发展目标，负责教研教学线B端产品的规划；2、 撰写需求文档，完成原型设计，协调...   \n",
       "15                                              任职要求：   \n",
       "16  【职位描述】1．负责移动端及微信生态产品系列产品设计、优化及迭代工作； 2．完成相关竞品的产...   \n",
       "17                                                      \n",
       "18  【该岗位为代招】代旗下分子公司招聘【工作公司】淘气贝贝【工作地址】佛山市南海区简平路淘气贝贝...   \n",
       "19  工作职责：1、负责产品线平台基线规划、设计及版本实现，跟进产品效果交付及用户业务价值落地，提...   \n",
       "20  任职要求：1. 熟悉内部培训和外部讲解工作的作业流程者优先；2. 善于交流，有良好的沟通能力...   \n",
       "21  岗位职责：负责5G创新应用产品应聘资格要求：1、本科及以上学历，计算机科学与技术、软件工程、...   \n",
       "22  岗位职责1.负责呼叫中心智能化运营产品的设计与策划，包括智能质检、智能知识库、AI客服、智能...   \n",
       "23  职责描述：1.  协助产品负责人进行平台产品的功能设计、原型输出；2.  负责市场调研、竞争...   \n",
       "\n",
       "                                                   链接  \n",
       "0   https://jobs.51job.com/guangzhou/132144939.htm...  \n",
       "1   https://jobs.51job.com/guangzhou-hzq/131729401...  \n",
       "2   https://jobs.51job.com/guangzhou-hzq/131730904...  \n",
       "3   https://jobs.51job.com/guangzhou-yxq/132084589...  \n",
       "4   https://jobs.51job.com/guangzhou-pyq/123591298...  \n",
       "5   https://jobs.51job.com/guangzhou-thq/132142621...  \n",
       "6   https://jobs.51job.com/guangzhou/110399269.htm...  \n",
       "7   https://jobs.51job.com/guangzhou-thq/132133411...  \n",
       "8   https://jobs.51job.com/guangzhou/132133444.htm...  \n",
       "9   https://jobs.51job.com/guangzhou-yxq/129145729...  \n",
       "10  https://jobs.51job.com/guangzhou-thq/132139006...  \n",
       "11  https://jobs.51job.com/guangzhou-pyq/132136891...  \n",
       "12  https://jobs.51job.com/guangzhou-pyq/132134137...  \n",
       "13  https://jobs.51job.com/guangzhou-thq/132051375...  \n",
       "14  https://jobs.51job.com/guangzhou-thq/131978209...  \n",
       "15  https://jobs.51job.com/guangzhou-hzq/131867771...  \n",
       "16  https://jobs.51job.com/guangzhou-yxq/131347055...  \n",
       "17  https://jobs.51job.com/guangzhou-pyq/131290012...  \n",
       "18  https://jobs.51job.com/guangzhou-hpq/131063715...  \n",
       "19  https://jobs.51job.com/guangzhou-byq/129313290...  \n",
       "20  https://jobs.51job.com/guangzhou/125883736.htm...  \n",
       "21  https://jobs.51job.com/guangzhou-hzq/132117676...  \n",
       "22  https://jobs.51job.com/guangzhou/130941877.htm...  \n",
       "23  https://jobs.51job.com/guangzhou-pyq/119325629...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(total_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位详细页_前25')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
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